AI Visibility
measured18/100
Emerging · in Sales Engagement
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals39/100
Weak fundamentals
Avg Prompt Score
9
across 101 prompts
AI Share of Voice
2%
across 85 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Sales Engagement
Composite = 50% coverage + 30% engine breadth + 20% position, measured in the brand's strongest category. Position and citation depth join the score once the aggregation pipeline captures them. This is the measured Visibility score — separate from AEO Readiness, which scores fundamentals.
Cited rate · share of voice · engine consensus · sentiment, broken out by buyer-journey stage. Sentiment is the net positive−negative skew across engines that cited the brand at this stage.
Butterfly.ai is a B2B employee feedback/engagement platform with some AI-citable third-party presence (G2 shows 10 reviews at 4.4/5), but it is missing key evaluation-stage surfaces on its own site (no clearly indexable first-party comparison pages found; pricing is split across domains and may not be consistently crawlable for butterfly.ai). The single highest-ROI fix is to publish/ensure crawlable first-party evaluation content (especially “[Butterfly] vs [Competitor]” pages and a butterfly.ai pricing page that is SSR + tiered) so AI engines can cite Butterfly directly for shortlist and conversion queries.
Based on audit of butterfly.ai · Aug 30, 2026